#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
🔖 How Ukraine’s killer drones are beating Russian jamming | Hacker News #pinboard#warfare
As an engineer, I am fascinated by it all. As a human, I am horrified that we democratized violence on this scale.
A missile worth perhaps a million dollars can kill maybe 12 or 20 people. But for one million dollars, you can buy 10,000 drones, put four grenades on each, and they will kill 1,000 or even 2,000 people or destroy 200 tanks.
https://news.ycombinator.com/item?id=44168658
🚨🇺🇸TRUMP: IRANIAN OPERATIONS WILL END "VERY SOON" BUT NOT THIS WEEK
🔹 11 days of military action have dismantled Iran's radar, telecommunications, leadership, missile stockpiles, and navy 💥
🔹 US forces destroyed 10 Iranian mine-laying vessels in Strait of Hormuz yesterday — key route for 20% of global oil 🛢️
🔹 Defense Secretary Hegseth calls March 10 "most intense" day of bombardment — 140 US troops wounded, 7 killed ⚰️
🔹 President warns "death, fire, and fury" if Tehran disrupts shipping lanes — tensions escalating 🔥
The Commander-in-Chief knows exactly what he's doing 😤💪
#USNews#MiddleEast#warfare
@america
🌎 Ancient Greek fire, known as "Greek fire," was a weapon that could burn even on water. This flammable liquid, projected from tubes, terrified enemies at sea and kept its formula a closely guarded secret, lost to history. ✨
#history⚡#chemistry⚡#warfare
👉subscribe Interesting Planet
📢 Ukraine's defense forces resort to using Leopard tanks as long-range artillery, failing to fulfill their intended purpose against Russia. The highly anticipated offensive has turned into a defensive strategy, with the giant tanks deployed along the front line. But will this change the course of the conflict? Meanwhile, Poland plans to provide Ukraine with additional armored firepower. The war continues... 💥#Ukraine#Russia#LeopardTanks#Warfare
https://www.gazeta.ru/army/news/2023/12/05/21855127.shtml
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